{
  "cells": [
    {
      "cell_type": "markdown",
      "id": "9bdd6ea2",
      "metadata": {},
      "source": [
        "# Understanding Llama2 with Captum LLM Attribution\n",
        "\n",
        "In this tutorial, we will demonstrate the LLM attribution functionality introduced in Captum v0.7, which makes it a breeze to applying the attribution algorithms to interpret the large langague models (LLM) in text generation. Please note that executing some of the cells in this notebook require Captum v0.8 or a manual install. The new functionalities include a series utilities that help you with many common tedious scaffolding required by LLMs like defining intepretable features in text input and handling the sequential predictions. You can also check our paper for more details https://arxiv.org/abs/2312.05491\n",
        "\n",
        "Next, we will use Llama2 (7b-chat) as an example and use both perturbation-based and grandient-based algrithms respectively to see how the input prompts lead to the generated content. First, let's import the needed dependencies. Specifically, from Captum, besides the algorithms `FeatureAblation` and `LayerIntegratedGradients` themselves, we will also import:\n",
        "- perturbation-based and gradient-based wrappers for LLM, `LLMAttribution` and `LLMGradientAttribution`\n",
        "- text-based interpretable input adapters, `TextTokenInput` and `TextTemplateInput`"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "id": "inside-current",
      "metadata": {},
      "outputs": [],
      "source": [
        "import warnings\n",
        "\n",
        "import bitsandbytes as bnb\n",
        "import torch\n",
        "from transformers import AutoModelForCausalLM, AutoTokenizer, BitsAndBytesConfig\n",
        "\n",
        "from captum.attr import (\n",
        "    FeatureAblation, \n",
        "    ShapleyValues,\n",
        "    LayerIntegratedGradients, \n",
        "    LLMAttribution, \n",
        "    LLMGradientAttribution, \n",
        "    TextTokenInput, \n",
        "    TextTemplateInput,\n",
        "    ProductBaselines,\n",
        ")\n",
        "\n",
        "# Ignore warnings due to transformers library\n",
        "warnings.filterwarnings(\"ignore\", \".*past_key_values.*\")\n",
        "warnings.filterwarnings(\"ignore\", \".*Skipping this token.*\")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "6f2695ee",
      "metadata": {},
      "source": [
        "## Preparation\n",
        "\n",
        "Let's make a helper function to load models through Huggingface. We will also add an extra step for 4-bits quantization which can effectively reduce the GPU memory consumption. Now, we can use them to load \"Llama-2-7b-chat\"."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "id": "driven-privacy",
      "metadata": {},
      "outputs": [],
      "source": [
        "def load_model(model_name, bnb_config):\n",
        "    n_gpus = torch.cuda.device_count()\n",
        "    max_memory = \"10000MB\"\n",
        "\n",
        "    model = AutoModelForCausalLM.from_pretrained(\n",
        "        model_name,\n",
        "        quantization_config=bnb_config,\n",
        "        device_map=\"auto\",  # dispatch efficiently the model on the available ressources\n",
        "        max_memory = {i: max_memory for i in range(n_gpus)},\n",
        "    )\n",
        "    tokenizer = AutoTokenizer.from_pretrained(model_name, token=True)\n",
        "\n",
        "    # Needed for LLaMA tokenizer\n",
        "    tokenizer.pad_token = tokenizer.eos_token\n",
        "\n",
        "    return model, tokenizer\n",
        "\n",
        "def create_bnb_config():\n",
        "    bnb_config = BitsAndBytesConfig(\n",
        "        load_in_4bit=True,\n",
        "        bnb_4bit_use_double_quant=True,\n",
        "        bnb_4bit_quant_type=\"nf4\",\n",
        "        bnb_4bit_compute_dtype=torch.bfloat16,\n",
        "    )\n",
        "\n",
        "    return bnb_config"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "id": "exclusive-ministry",
      "metadata": {},
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "ef21b44fb6dd43c38da954a23fa3d867",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Loading checkpoint shards:   0%|          | 0/3 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "model_name = \"meta-llama/Llama-2-13b-chat-hf\" \n",
        "\n",
        "bnb_config = create_bnb_config()\n",
        "\n",
        "model, tokenizer = load_model(model_name, bnb_config)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "egyptian-uncertainty",
      "metadata": {},
      "source": [
        "Let's test the model with a simple prompt and take a look at the output."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "id": "suffering-reconstruction",
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Dave lives in Palm Coast, FL and is a lawyer. His personal interests include travel, golf, and hiking.\n",
            "\n",
            "Dave is a\n"
          ]
        }
      ],
      "source": [
        "eval_prompt = \"Dave lives in Palm Coast, FL and is a lawyer. His personal interests include\"\n",
        "\n",
        "model_input = tokenizer(eval_prompt, return_tensors=\"pt\").to(\"cuda\")\n",
        "model.eval()\n",
        "with torch.no_grad():\n",
        "    output_ids = model.generate(model_input[\"input_ids\"], max_new_tokens=15)[0]\n",
        "    response = tokenizer.decode(output_ids, skip_special_tokens=True)\n",
        "    print(response)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "urban-insight",
      "metadata": {},
      "source": [
        "## Perturbation-based Attribution\n",
        "\n",
        "OK now, the model is working and has completed the given prompt by producing several possible interests. To understand how the model produces them based on the prompt, we will first use the perturbation-based algrotihms from Captum to understand the generation. We can start with the simplest `FeatureAblation`, which ablates each of the features of this string to see how it affects the predicted probability of the target string. The way is the same as before: feed the model into the corresponding constructor to initiate the attribution method. But additionally, to help it work with text-based input and output, we need to wrap it with the new `LLMAttribution` class."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "id": "hairy-seeking",
      "metadata": {},
      "outputs": [],
      "source": [
        "fa = FeatureAblation(model)\n",
        "\n",
        "llm_attr = LLMAttribution(fa, tokenizer)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "494d2a02",
      "metadata": {},
      "source": [
        "The newly created `llm_attr` is the same as the wrapped attribution method instance which provides an `.attribute()` function taking the model inputs and returns the attribution scores of cared features within the inputs. However, by default, Captum's attribution algorithms assume each input into the model must be PyTorch tensors and perturb them at tensor level. This is likely not what we want for LLM, where we are more interested in the interpretable text input and making text modifications like removing a text segment, than a less meaningful tensor of token indices. To solve this, we introduce a new adapter design called `InterpretableInput` which handles the conversion between more interpretable input type and tensor, and tells Captum how to work with them. `llm_attr` is made to accept certain text-based `InterpretableInput` as the arguements. The concept of \"Interpretable Input\" mainly comes from the following two papers:\n",
        "- [“Why Should I Trust You?”: Explaining the Predictions of Any Classifier](https://arxiv.org/abs/1602.04938)\n",
        "- [A Unified Approach to Interpreting Model Predictions](https://arxiv.org/abs/1705.07874)\n",
        "\n",
        "The question now is what are the intepretable features we want to understand in text. One most common and straightforward answer is \"tokens\". And we provide `TextTokenInput` specifically for such use cases. `TextTokenInput` is an `InterpretableInput` for text whose interpretable features are the tokens with respect to a given tokenizer. So let's create one and calculate its attribution w.r.t the previous generated output as the target:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "id": "5be9d42e",
      "metadata": {},
      "outputs": [],
      "source": [
        "skip_tokens = [1]  # skip the special token for the start of the text <s>\n",
        "inp = TextTokenInput(\n",
        "    eval_prompt, \n",
        "    tokenizer,\n",
        "    skip_tokens=skip_tokens,\n",
        ")\n",
        "\n",
        "target = \"playing guitar, hiking, and spending time with his family.\"\n",
        "\n",
        "attr_res = llm_attr.attribute(inp, target=target, skip_tokens=skip_tokens)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "53921fcb",
      "metadata": {},
      "source": [
        "With just a few lines of codes, we now get the `FeatureAblation` attribution result of our LLM. The return contains the attribution tensors to both the entire generated target seqeuence and each generated token, which tell us how each input token impact the output and each token within it."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "id": "dc68909e",
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "attr to the output sequence: torch.Size([18])\n",
            "attr to the output tokens: torch.Size([15, 18])\n"
          ]
        }
      ],
      "source": [
        "print(\"attr to the output sequence:\", attr_res.seq_attr.shape)  # shape(n_input_token)\n",
        "print(\"attr to the output tokens:\", attr_res.token_attr.shape)  # shape(n_output_token, n_input_token)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "eacfb8f1",
      "metadata": {},
      "source": [
        "It also provides the utilities to visualize the results. Next we will plot the token attribution to view the relations between input and output tokens. As we will see, the result is generally very positive. This is expected, since the target, \"playing guitar, hiking, and spending time with his family\", is what the model feel confident to generate by itself given the input tokens. So change in the input is more likely divert the model from this target."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "id": "0aebdd52",
      "metadata": {},
      "outputs": [
        {
          "data": {
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",
            "text/plain": [
              "<Figure size 2340x600 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "attr_res.plot_token_attr(show=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "4f039697",
      "metadata": {},
      "source": [
        "However, it may not always make sense to define individual token as intepretable features and perturb it. Tokenizers used in modern LLMs may break a single word making the tokens not intepretable by themselves. For example, in our case above, the tokenizer can break the word \"Palm\" into \"_Pal\" and \"m\". It doesn't make much sense to study the separate attribution of them. Moreover, even a whole word can be meaningless. For example, \"Palm Coast\" together result in a city name. Changing just partial of its tokens would likely not give anything belongs to the natural distribution of potential cities in Florida, which may lead to unexpected impacts on the perturbed model output.\n",
        "\n",
        "Therefore, Captum offers another more customizable interpretable input class, `TextTemplateInput`, whose interpretable features are certain segments (e.g., words, phrases) of the text defined by the users. For instance, our prompt above contains information about name, city, state, occupation, and pronoun. Let's define them as the interpretable features to get their attribution. \n",
        "\n",
        "The target to interpret can be any potential generations that we are interested in. Next, we will customize the target to something else."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "id": "0673a936",
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 650x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "inp = TextTemplateInput(\n",
        "    template=\"{} lives in {}, {} and is a {}. {} personal interests include\", \n",
        "    values=[\"Dave\", \"Palm Coast\", \"FL\", \"lawyer\", \"His\"],\n",
        ")\n",
        "\n",
        "target = \"playing golf, hiking, and cooking.\"\n",
        "\n",
        "attr_res = llm_attr.attribute(inp, target=target, skip_tokens=skip_tokens)\n",
        "\n",
        "attr_res.plot_token_attr(show=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "56535322",
      "metadata": {},
      "source": [
        "We know that perturbation-based algrotihms calculate the attribution by switching the features between \"presence\" and \"absence\" states. So what should a text feature look like here when it is in \"absence\" in the above example? Captum allows users to set the baselines, i.e., the reference values, to use when a feature is absent. By default, `TextTemplateInput` uses empty string `''` as the baselines for all, which is equivalent to the removal of the segments. This may not be perfect for the same out-of-distribution reason. For example, when the feature \"name\" is absent, the prompt loses its subjective and no longer makes much sense. \n",
        "\n",
        "To improve it, let's manually set the baselines to something that still fit the context of the original text and keep it within the natural data distribution."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "id": "lined-eating",
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 650x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "inp = TextTemplateInput(\n",
        "    template=\"{} lives in {}, {} and is a {}. {} personal interests include\", \n",
        "    values=[\"Dave\", \"Palm Coast\", \"FL\", \"lawyer\", \"His\"],\n",
        "    baselines=[\"Sarah\", \"Seattle\", \"WA\", \"doctor\", \"Her\"],\n",
        ")\n",
        "\n",
        "attr_res = llm_attr.attribute(inp, target=target, skip_tokens=skip_tokens)\n",
        "\n",
        "attr_res.plot_token_attr(show=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "c34f5712",
      "metadata": {},
      "source": [
        "The result represents how the features impacts the output compared with the single baseline. It can be a useful setup to have some interesting findings. For example, the city name \"Palm Coast\" is more positive to \"playing golf\" but negative to \"hiking\" compared with \"Seattle\".\n",
        "\n",
        "But more generally, we would prefer a distribution of baselines so the attribution method will sample from for generosity. Here, we can leverage the `ProductBaselines` to define a Cartesian product of different baselines values of various features. And we can specify `num_trials` in attribute to average over multiple trials\n",
        "\n",
        "Another issue we notice from the above results is that there are correlated aspects of the prompt which should be ablated together to ensure that the input remain in distribution, e.g. Palm Coast, FL should be ablated with Seattle, WA. We can accomplish this using a mask as defined below, which will group (city, state) and (name, pronoun). `TextTemplateFeature` accepts the argument `mask` allowing us to set the group indices. To make it more explicit, we can also define the template and its values in dictionary format instead of list."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "id": "breathing-sound",
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 650x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "baselines = ProductBaselines(\n",
        "    {\n",
        "        (\"name\", \"pronoun\"):[(\"Sarah\", \"her\"), (\"John\", \"His\"), (\"Martin\", \"His\"), (\"Rachel\", \"Her\")],\n",
        "        (\"city\", \"state\"): [(\"Seattle\", \"WA\"), (\"Boston\", \"MA\")],\n",
        "        \"occupation\": [\"doctor\", \"engineer\", \"teacher\", \"technician\", \"plumber\"], \n",
        "    }\n",
        ")\n",
        "\n",
        "inp = TextTemplateInput(\n",
        "    \"{name} lives in {city}, {state} and is a {occupation}. {pronoun} personal interests include\", \n",
        "    values={\"name\": \"Dave\", \"city\": \"Palm Coast\", \"state\": \"FL\", \"occupation\": \"lawyer\", \"pronoun\": \"His\"}, \n",
            "    baselines=baselines,\n",
        "    mask={\"name\": 0, \"city\": 1, \"state\": 1, \"occupation\": 2, \"pronoun\": 0},\n",
        ")\n",
        "\n",
        "attr_res = llm_attr.attribute(inp, target=target, skip_tokens=skip_tokens, num_trials=3)\n",
        "\n",
        "attr_res.plot_token_attr(show=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "documented-harvard",
      "metadata": {},
      "source": [
        "One potential issue with the current approach is using Feature Ablation. If the model learns complex interations between the prompt features, the true importance may not be reflected in the attribution scores. Consider a case where the model predicts a high probability of playing golf if a person is either a lawyer or lives in Palm Coast. By ablating a feature one at a time, the probability may appear to be unchanged when ablating each feature independently, but may drop substantially when perturbing both together.\n",
        "\n",
        "To address this, we can apply alternate perturbation-based attribution methods available in Captum such as ShapleyValue(Sampling), KernelShap and Lime, which ablate different subgroups of features and may result in more accurate scores.\n",
        "\n",
        "We will use `ShapleyValue` below because we essentially only have three features now after grouping. The computation is tractable."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "id": "iraqi-gibson",
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 650x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sv = ShapleyValues(model) \n",
        "\n",
        "sv_llm_attr = LLMAttribution(sv, tokenizer)\n",
        "\n",
        "attr_res = sv_llm_attr.attribute(inp, target=target, skip_tokens=skip_tokens, num_trials=3)\n",
        "\n",
        "attr_res.plot_token_attr(show=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "objective-america",
      "metadata": {},
      "source": [
        "Let's now consider a more complex example, where we use the LLM as a few-shot learner to classify sample movie reviews as positive or negative. We want to measure the relative impact of the few shot examples. Since the prompt changes slightly in the case that no examples are needed, we define a prompt function rather than a format string in this case."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "id": "powered-seating",
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "def prompt_fn(*examples):\n",
        "    main_prompt = \"Decide if the following movie review enclosed in quotes is Positive or Negative:\\n'I really liked the Avengers, it had a captivating plot!'\\nReply only Positive or Negative.\"\n",
        "    subset = [elem for elem in examples if elem]\n",
        "    if not subset:\n",
        "        prompt = main_prompt\n",
        "    else:\n",
        "        prefix = \"Here are some examples of movie reviews and classification of whether they were Positive or Negative:\\n\"\n",
        "        prompt = prefix + \" \\n\".join(subset) + \"\\n \" + main_prompt\n",
        "    return \"[INST] \" + prompt + \"[/INST]\"\n",
        "\n",
        "input_examples = [\n",
        "    \"'The movie was ok, the actors weren't great' Negative\", \n",
        "    \"'I loved it, it was an amazing story!' Positive\",\n",
        "    \"'Total waste of time!!' Negative\", \n",
        "    \"'Won't recommend' Negative\",\n",
        "]\n",
        "inp = TextTemplateInput(\n",
        "    prompt_fn, \n",
            "    values=input_examples,\n",
        ")\n",
        "\n",
        "attr_res = sv_llm_attr.attribute(inp, skip_tokens=skip_tokens)\n",
        "\n",
        "attr_res.plot_token_attr(show=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "aa2739bf",
      "metadata": {},
      "source": [
        "Interestingly, we can see all these few-shot examples we choose actually make the model less likely to correctly label the given review as \"Positive\"."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "c715ba4c-bd02-4e32-a9a8-f531187d5e3e",
      "metadata": {},
      "source": [
        "# Gradient-based Attribution\n",
        "As an alternative to perturbation-based attribution, we can use gradient-based methods to attribute each feature's contribution to a target sequence being generated. For LLMs, the only supported method at present is `LayerIntegratedGradients`. Layer Integrated Gradients is a variant of Integrated Gradients that assigns an importance score to layer inputs or outputs. Integrated Gradients works by assigning an importance score to each input feature by approximating the integral of gradients of a function's output with respect to the inputs along the path from given references to inputs. To instantiate, we can simply wrap our gradient-based attribution method with `LLMGradientAttribution`. Here, we measure the importance of each input token to the embedding layer `model.embed_tokens` of the LLM."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "id": "bf080c0a-9c51-4c1b-8ca6-a01da213a4fc",
      "metadata": {},
      "outputs": [],
      "source": [
        "lig = LayerIntegratedGradients(model, model.model.embed_tokens)\n",
        "\n",
        "llm_attr = LLMGradientAttribution(lig, tokenizer)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "a9f383cd-1246-4695-a96c-a0a31490cd37",
      "metadata": {},
      "source": [
        "Now that we have our LLM attribution object, we can similarly call `.attribute()` to obtain our gradient-based attributions. Right now, `LLMGradientAttribution` can only handle `TextTokenInput` inputs. We can visualize the attribution with respect to both the full output sequence and individual output tokens using the methods `.plot_seq_attr()` and `.plot_token_attr()`, respectively."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "id": "9121ab1b-8102-4aa9-9dc8-bd28b9c0144c",
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 900x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "inp = TextTokenInput(\n",
        "    eval_prompt,\n",
        "    tokenizer,\n",
        "    skip_tokens=skip_tokens,\n",
        ")\n",
        "\n",
        "attr_res = llm_attr.attribute(inp, target=target, skip_tokens=skip_tokens)\n",
        "\n",
        "attr_res.plot_seq_attr(show=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "3c2d579e-4c40-491c-b1b9-2b5e7d284d0f",
      "metadata": {},
      "source": [
        "Layer Integrated Gradients estimates that the most important input token in the prediction of the subsequent tokens in the sentence is the word, \"lives.\" We can visualize further token-level attribution at the embedding layer as well."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "id": "788d8ad3-b546-47af-943d-0b4d82f353d1",
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 2340x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "attr_res.plot_token_attr(show=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "f388ff5e-ac5c-4391-9f9a-375df969cf4e",
      "metadata": {},
      "source": [
        "Keep in mind that the token- and sequence-wise attribution will change layer to layer. We encourage you to explore how this attribution changes with alternative layers in the LLM."
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3 (ipykernel)",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.12.3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 5
}
